{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "TaylorPower.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyOdquOOB4VJFIP1yV76Ag16",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Divyanshu-ISM/Oil-and-Gas-data-analysis/blob/master/TaylorPower.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "edJACuXXtj9n",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline"
      ],
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9H-F53OQttkI",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "x = np.linspace(-10,10,5000)\n",
        "\n",
        "y = (1 + x + x**2 +x**3)\n"
      ],
      "execution_count": 102,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "QgmhHtxtt1cd",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 773
        },
        "outputId": "a8cd8aa3-202c-435c-cf90-2174f7eaef57"
      },
      "source": [
        "plt.figure(figsize=(16,8))\n",
        "plt.style.use('default')\n",
        "\n",
        "f,ax = plt.subplots(nrows=2,ncols=2,sharex=True)\n",
        "f.set_figheight(8)\n",
        "f.set_figwidth(10)\n",
        "\n",
        "f.set_dpi=500\n",
        "\n",
        "plt.suptitle('Power Series Approximations of a Function!')\n",
        "\n",
        "\n",
        "ax[0,0].plot(x,y)\n",
        "ax[0,0].set_title('Original Function')\n",
        "# ax[0,0].legend(loc='best')\n",
        "ax[0,0].grid()\n",
        "\n",
        "\n",
        "ax[0,1].plot(x,y,x,np.ones(len(x)))\n",
        "ax[0,1].set_title('Zeroth Order Approximation')\n",
        "# ax[0,1].legend(loc='best')\n",
        "ax[0,1].grid()\n",
        "\n",
        "\n",
        "ax[1,0].plot(x,y,x,1+x+2*x**2)\n",
        "ax[1,0].set_title('2nd Order Approximation')\n",
        "# ax[1,0].legend(loc='best')\n",
        "ax[1,0].grid()\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "ax[1,1].plot(x,y,x,1+x+2*x**2 + 3*x**3)\n",
        "ax[1,1].set_title('3rd Order Approximation')\n",
        "# ax[1,0].legend(loc='best')\n",
        "ax[1,1].axvspan(xmin=-3,xmax=3,ymin=0,ymax=1,alpha=0.6,color='y')\n",
        "ax[1,1].grid()\n",
        "\n",
        "# ax.titke\n",
        "# ax2.legend(loc='best')\n",
        "# ax2.grid()\n",
        "# plt.plot(x,np.ones(len(x)))\n",
        "# plt.plot(x,1+x+2*x**2)\n",
        "# plt.plot(x,1+x+2*x**2+3*x**3)\n",
        "\n",
        "# plt.plot(x,1+x)\n"
      ],
      "execution_count": 122,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1600x800 with 0 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1000x800 with 4 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HerTalEVu7K_",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 293
        },
        "outputId": "f5600d93-04fd-48d2-ae72-618278a08c72"
      },
      "source": [
        "plt.plot(x,1+x)\n",
        "plt.plot(x,y)"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f7038ac9588>]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 37
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "M7B0gbKrvj_w",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    }
  ]
}